An empirical choice of a transformation may be made based on two considerations. An effective transform will reduce the significance of interaction and quadratic terms and will simultaneously reduce the range and improve the uniformity of the regression residuals when plotted against significant factors of the regression. TheVariance Analysis Ratiois often used for selecting an empirical transform.

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